Adding Census Bureau key to repository
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Loading datasets for Migration from 2010 to 2016
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Cleaning the Immigrant dataset and trend
Importing data for crime
Variable declaration and calculation of Immigrant data
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Functions for operations for immigrant data
Functions for operations for crime data
Plotting Immigrant trend year wise from 2010 to 2016
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##plotting immigrant trend council district wise
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statastical analysis
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## OGR data source with driver: ESRI Shapefile
## Source: "C:\Users\Deadpool\Documents\R\Project 15\Datasets\ShapeFile\CnclDist_July2012.shp", layer: "CnclDist_July2012"
## with 15 features
## It has 10 fields
Saving data to file for mapping
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## id
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Further Analysis on Crime Rate
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regression analysis
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## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ race_abroad_hispanic, data = regression_hispanic_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -18.994 -8.413 -1.553 4.860 32.727
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 46.075337 2.844207 16.200 < 2e-16 ***
## race_abroad_hispanic 0.013652 0.004469 3.055 0.00288 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.55 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.08459, Adjusted R-squared: 0.07552
## F-statistic: 9.333 on 1 and 101 DF, p-value: 0.002879
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
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## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_hispanic_state)
##
## Residuals:
## Min 1Q Median 3Q Max
## -18.951 -8.862 -2.871 5.294 30.349
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 55.501772 3.517717 15.778 <2e-16 ***
## race_state_hispanic -0.002857 0.006465 -0.442 0.66
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 12.06 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.001929, Adjusted R-squared: -0.007953
## F-statistic: 0.1952 on 1 and 101 DF, p-value: 0.6596
##
## Call:
## lm(formula = freq ~ total, data = regression_hispanic)
##
## Residuals:
## Min 1Q Median 3Q Max
## -15.810 -8.410 -3.612 4.586 33.511
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 45.905437 4.084199 11.240 <2e-16 ***
## total 0.007425 0.003574 2.078 0.0403 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.82 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.04099, Adjusted R-squared: 0.03149
## F-statistic: 4.317 on 1 and 101 DF, p-value: 0.04028
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
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## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
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##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_asian_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -21.246 -7.091 -2.142 6.439 29.180
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 58.422243 2.089194 27.964 <2e-16 ***
## race_abroad_asian -0.006095 0.002422 -2.516 0.0134 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.71 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.059, Adjusted R-squared: 0.04968
## F-statistic: 6.332 on 1 and 101 DF, p-value: 0.01343
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_black_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -23.712 -6.761 -1.601 5.803 31.808
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 47.92804 1.67189 28.67 < 2e-16 ***
## race_abroad_black 0.07771 0.01629 4.77 6.22e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 10.9 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.1838, Adjusted R-squared: 0.1758
## F-statistic: 22.75 on 1 and 101 DF, p-value: 6.223e-06
## Adding missing grouping variables: `district`
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## Adding missing grouping variables: `district`
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##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_white_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -22.659 -6.135 -1.345 5.556 26.934
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 61.314135 1.919703 31.939 < 2e-16 ***
## race_abroad_white -0.008376 0.001826 -4.587 1.29e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 10.98 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.1724, Adjusted R-squared: 0.1642
## F-statistic: 21.04 on 1 and 101 DF, p-value: 1.292e-05
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
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## Adding missing grouping variables: `district`
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##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_high_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -19.881 -8.537 -1.084 7.008 28.266
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 61.68162 2.89522 21.305 < 2e-16 ***
## education_abroad_high -0.04266 0.01485 -2.873 0.00495 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.6 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.07556, Adjusted R-squared: 0.06641
## F-statistic: 8.256 on 1 and 101 DF, p-value: 0.004952
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_college_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -20.790 -8.713 -1.260 7.175 29.213
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 57.83204 2.32271 24.90 <2e-16 ***
## education_abroad_college -0.01894 0.01002 -1.89 0.0617 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.86 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.03415, Adjusted R-squared: 0.02458
## F-statistic: 3.571 on 1 and 101 DF, p-value: 0.06167
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_high_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -19.881 -8.537 -1.084 7.008 28.266
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 61.68162 2.89522 21.305 < 2e-16 ***
## education_abroad_high -0.04266 0.01485 -2.873 0.00495 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.6 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.07556, Adjusted R-squared: 0.06641
## F-statistic: 8.256 on 1 and 101 DF, p-value: 0.004952
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_graduate_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -21.291 -6.698 -1.054 4.994 28.272
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 57.752588 1.526007 37.846 < 2e-16 ***
## education_abroad_graduate -0.017077 0.004766 -3.583 0.000525 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.37 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.1128, Adjusted R-squared: 0.104
## F-statistic: 12.84 on 1 and 101 DF, p-value: 0.0005246
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_poverty100_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -19.635 -8.448 -2.861 5.798 30.556
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 56.362889 2.594295 21.726 <2e-16 ***
## poverty_abroad_below100 -0.003046 0.003026 -1.007 0.317
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 12.01 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.009933, Adjusted R-squared: 0.0001299
## F-statistic: 1.013 on 1 and 101 DF, p-value: 0.3165
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_poverty149_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -18.242 -8.371 -3.134 5.414 30.544
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 51.19314 2.84583 17.989 <2e-16 ***
## poverty_abroad_100to149 0.01459 0.01327 1.099 0.274
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 12 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.01182, Adjusted R-squared: 0.002038
## F-statistic: 1.208 on 1 and 101 DF, p-value: 0.2743
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_poverty150_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -23.859 -6.613 -0.814 6.354 26.436
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 62.481973 2.126890 29.377 < 2e-16 ***
## poverty_abroad_above150 -0.008801 0.001910 -4.609 1.18e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 10.97 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.1738, Adjusted R-squared: 0.1656
## F-statistic: 21.24 on 1 and 101 DF, p-value: 1.185e-05
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
## Adding missing grouping variables: `district`
##
## Call:
## lm(formula = freq ~ . - X1 - district, data = regression_population_abroad)
##
## Residuals:
## Min 1Q Median 3Q Max
## -22.743 -6.692 -1.715 5.703 28.240
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 61.108968 2.610558 23.41 <2e-16 ***
## S0701_C05_001E -0.003474 0.001154 -3.01 0.0033 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.56 on 101 degrees of freedom
## (2 observations deleted due to missingness)
## Multiple R-squared: 0.08231, Adjusted R-squared: 0.07323
## F-statistic: 9.06 on 1 and 101 DF, p-value: 0.0033